User Guide

Welcome to the k-diagram User Guide!

While the Quick Start Guide provides a fast runnable example and the Gallery showcases the various plots and utilities, this guide aims to provide a deeper understanding of the concepts behind the different visualizations and helper functions offered by k-diagram.

Here, you’ll find explanations of:

• What each plot or utility does.

• Why specific polar representations or data structures are used.

• How to interpret the patterns and features within each diagram.

• When to use specific plots and utilities for effective model evaluation, uncertainty analysis, and data preparation.

Dive into the topics below to learn more about interpreting and applying k-diagram’s specialized tools to gain richer insights from your forecasting models and data.

Guide Topics:

• Visualizing Forecast Uncertainty
• Model Evaluation with Taylor Diagrams
• Model Comparison Visualization
• Feature Importance Visualization
• Visualizing Relationships
• Datasets
• Utility Functions
• Case Study: Zhongshan Land Subsidence Uncertainty

We hope this guide enhances your ability to leverage k-diagram for comprehensive forecast analysis. For detailed function parameters, please refer to the API Reference.